Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Average Ratings 0 Ratings

Total
ease
features
design
support

No User Reviews. Be the first to provide a review:

Write a Review

Description

DeepSpeed is an open-source library focused on optimizing deep learning processes for PyTorch. Its primary goal is to enhance efficiency by minimizing computational power and memory requirements while facilitating the training of large-scale distributed models with improved parallel processing capabilities on available hardware. By leveraging advanced techniques, DeepSpeed achieves low latency and high throughput during model training. This tool can handle deep learning models with parameter counts exceeding one hundred billion on contemporary GPU clusters, and it is capable of training models with up to 13 billion parameters on a single graphics processing unit. Developed by Microsoft, DeepSpeed is specifically tailored to support distributed training for extensive models, and it is constructed upon the PyTorch framework, which excels in data parallelism. Additionally, the library continuously evolves to incorporate cutting-edge advancements in deep learning, ensuring it remains at the forefront of AI technology.

Description

NeuroSplit is an innovative adaptive-inferencing technology that employs a unique method of "slicing" a neural network's connections in real time, resulting in the creation of two synchronized sub-models; one that processes initial layers locally on the user's device and another that offloads the subsequent layers to cloud GPUs. This approach effectively utilizes underused local computing power and can lead to a reduction in server expenses by as much as 60%, all while maintaining high levels of performance and accuracy. Incorporated within Skymel’s Orchestrator Agent platform, NeuroSplit intelligently directs each inference request across various devices and cloud environments according to predetermined criteria such as latency, cost, or resource limitations, and it automatically implements fallback mechanisms and model selection based on user intent to ensure consistent reliability under fluctuating network conditions. Additionally, its decentralized framework provides robust security features including end-to-end encryption, role-based access controls, and separate execution contexts, which contribute to a secure user experience. To further enhance its utility, NeuroSplit also includes real-time analytics dashboards that deliver valuable insights into key performance indicators such as cost, throughput, and latency, allowing users to make informed decisions based on comprehensive data. By offering a combination of efficiency, security, and ease of use, NeuroSplit positions itself as a leading solution in the realm of adaptive inference technologies.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

Python Yes 
Axolotl Yes 
Cake AI Yes 
Comet LLM Yes 
JavaScript No 
Nurix Yes 
PyTorch Yes 
Swift No 

Integrations

Python Yes 
Axolotl No 
Cake AI No 
Comet LLM No 
JavaScript Yes 
Nurix No 
PyTorch No 
Swift Yes 

Pricing Details

Free
Open source
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial Yes 
Free Version No 

Deployment

Web-Based Yes 
On-Premises Yes 
iPhone App No 
iPad App No 
Android App No 
Windows Yes 
Mac Yes 
Linux Yes 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Vendor Details

Company Name

Microsoft

Founded

1975

Country

United States

Website

www.deepspeed.ai/

Vendor Details

Company Name

Skymel

Country

United States

Website

skymel.com/neurosplit.html

Product Features

Deep Learning

Convolutional Neural Networks No 
Document Classification No 
Image Segmentation No 
ML Algorithm Library No 
Model Training No 
Neural Network Modeling No 
Self-Learning No 
Visualization No 

Product Features

Alternatives

Alternatives

AWS Neuron Reviews

AWS Neuron

Amazon Web Services
OpenCL Reviews

OpenCL

The Khronos Group
GPT-NeoX Reviews

GPT-NeoX

EleutherAI